{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 145,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd \n",
    "import numpy as np \n",
    "import matplotlib\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "metadata": {},
   "outputs": [],
   "source": [
    "male=pd.read_excel(r'D:\\360MoveData\\Users\\ASUS\\Desktop\\拉钩数据分析\\模块五\\matplotlib作业/体测分数_男生.xls')\n",
    "female=pd.read_excel(r'D:\\360MoveData\\Users\\ASUS\\Desktop\\拉钩数据分析\\模块五\\matplotlib作业/体测分数_女生.xls')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "good        227\n",
       "bad         143\n",
       "ordinary    107\n",
       "Name: 男引体, dtype: int64"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bins1=pd.qcut(male['男1000米跑'],3,labels=['good','ordinary','bad']).value_counts()\n",
    "bins2=pd.qcut(male['男引体'],3,labels=['good','ordinary','bad']).value_counts()\n",
    "display(bins2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 148,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 750x750 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 750x750 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "# 解决中字体乱码的问题\n",
    "matplotlib.rcParams['font.sans-serif']='Kaiti SC'\n",
    "labels =['good','ordinary','bad'] # 标签\n",
    "for i in [bins1,bins2]:\n",
    "    percent = i.values  \n",
    "    fig=plt.figure(figsize=(5,5), dpi=150)\n",
    "    # 偏移中⼼量，突出某⼀部分\n",
    "    explode = (0, 0.1, 0)\n",
    "    # 绘制饼图：autopct显示百分⽐，这⾥保留⼀位⼩数；shadow控制是否显示阴影\n",
    "    plt.pie(x = percent, # 数据\n",
    "     explode=explode, # 偏移中⼼量\n",
    "     labels=labels, # 显示标签\n",
    "     autopct='%0.1f%%', # 显示百分比⽐\n",
    "     shadow=True) # 阴影，3D效果\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 149,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\ASUS\\Anaconda3\\envs\\py36\\lib\\site-packages\\ipykernel_launcher.py:1: MatplotlibDeprecationWarning: \n",
      "The 'normed' kwarg was deprecated in Matplotlib 2.1 and will be removed in 3.1. Use 'density' instead.\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(female['女800米跑分数'], bins=4, normed=0, facecolor=\"blue\", edgecolor=\"black\", alpha=0.7)\n",
    "# 显示横轴标签\n",
    "plt.xlabel(\"score\")\n",
    "# 显示纵轴标签\n",
    "plt.ylabel(\"frequency\")\n",
    "# 显示图标题\n",
    "plt.title(\"female 800 metre\")\n",
    "plt.show()\n",
    " "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\ASUS\\Anaconda3\\envs\\py36\\lib\\site-packages\\ipykernel_launcher.py:1: MatplotlibDeprecationWarning: \n",
      "The 'normed' kwarg was deprecated in Matplotlib 2.1 and will be removed in 3.1. Use 'density' instead.\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYUAAAEWCAYAAACJ0YulAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAa3ElEQVR4nO3dfZwdZX338c+3Cc8g4WGDYRPcUBMQ2xpwjVFabwzcChGaSEFAlEBj01pQtFAFaqtUaeV1W1BqRaMBArcCEUMJSBHkQYqVhw1EIISHGBayJiYLJCGIBhN+/WOuHQ+bs7tDsnPO7jnf9+t1XmfmmmvO/E4GznfnmnNmFBGYmZkB/EG9CzAzs6HDoWBmZjmHgpmZ5RwKZmaWcyiYmVnOoWBmZjmHgg0Zkg6Q9JCkDZI+WeNth6Q3b8V6p0q6p4yaBtjuNyX9Y623a41vZL0LMKvwGeCuiDi43oUMdRHxN/WuwRqTjxRsKHkTsKTeRZg1M4eCDQmS7gDeC3xd0kuSJkraQdJXJD0raXUaMtkp9T9MUpekz0haI2mVpBmSpkl6UtILks6reP3Jkn4maV3q+3VJ2/dRS5/bLfA+3i3pAUnr0/O7K5bdJemLkn6ahshulbR3xfJTJD0j6XlJ/yipU9IRfWznCklfStNbDGFVDoelvt+Q9F/p3/ankt4o6auS1kp6XNLBFet2SjpX0mNp+eWSdizy/m34cyjYkBARU4H/Bs6IiF0j4kngQmAiMAl4M9AK/FPFam8Edqxo/zbwEeDtwJ8B/yRp/9R3M/BpYG/gXcDhwN/2Uc5A261K0p7AD4FLgL2Ai4AfStqrotuHgdOA0cD2wNlp3YOAbwAnA2OA3dN2B8uHgM+Rvf+NwM+AB9P8danWSicD7wf+kOzf4nODWIsNYQ4FG5IkCfgr4NMR8UJEbAD+BTixotvvgAsi4nfANWQfcF+LiA0RsYRsKOpPACJiUUTcGxGbIqIT+Bbwf7Zyu335APBURFyVtnM18DhwTEWfyyPiyYj4DTCfLHgAjgNujIh7IuIVshAazAuTXZ/+DX4LXA/8NiKujIjNwLVA7/M4X4+IFRHxAnABcNIg1mJDmE8021DVAuwMLMo+pwEQMKKiz/PpQw3gN+l5dcXy3wC7AkiaSPbXcHt63ZHAoq3cbl/2BZ7p1fYMr/2L/1cV0y/31JfWXdGzICJelvR8gW0W1fvfpeq/U4UVFdPPpPqsCfhIwYaq58g+rN4aEaPSY/eI6P3hVdSlZH+1T4iINwDnkX3YD+Z2V5KdLK+0H/DLAuuuAsb2zKRzGHv13f01fk0WZD3rvrHgev0ZVzG9H9l7sybgULAhKSJeJTtHcLGk0QCSWiW9fytfcjfgReAlSQcCHy9huzcDEyV9WNJISScABwE3FVj3OuCYdKJ6e+B8qodWNT8H3ippUjoh/IWC6/XndElj03mS88iGmKwJOBRsKPsssAy4V9KLwI+BA7bytc4mO8m7gexDv78Pua3abkQ8DxwNnAU8T/a7i6Mj4rkC6y4BPkF2bmRVqnMN2UnhgdZ9EvjnVOdTwGD8mO57wK3A8vT40iC8pg0D8k12zIYeSbsC68iGu56usvxKYFlE/HMJ2+4EPhYRPx7s17ahz0cKZkOEpGMk7SxpF+ArwCNAZ5V+I8mOXLYIC7Nt5VAwGzqmk53QXQlMAE6M6ofyvyI7ivhBDWuzJuHhIzMzy/lIwczMcsP6x2t77713tLW11bsMM7NhZdGiRc9FREu1ZcM6FNra2ujo6Kh3GWZmw4qk3r+8z3n4yMzMcg4FMzPLORTMzCznUDAzs5xDwczMcg4FMzPLORTMzCznUDAzs5xDwczMcsP6F81mQ9mxx86is3NNvcsYNtraRrNgwdx6l9H0HApmJensXENr6431LmPY6Ow8pt4lGB4+MjOzCg4FMzPLORTMzCxXeihIGiHpIUk3pfnxku6T9JSkayVtn9p3SPPL0vK2smszM7PXqsWRwpnA0or5C4GLI2ICsBaYldpnAWsj4s3AxamfmZnVUKmhIGks8AHgO2lewFTgutRlHjAjTU9P86Tlh6f+ZmZWI2UfKXwV+AzwaprfC1gXEZvSfBfQmqZbgRUAafn61P81JM2W1CGpo7u7u8zazcyaTmmhIOloYE1ELKpsrtI1Ciz7fUPEnIhoj4j2lpaqtxg1M7OtVOaP1w4F/lzSNGBH4A1kRw6jJI1MRwNjgZWpfxcwDuiSNBLYHXihxPrMzKyX0o4UIuLciBgbEW3AicAdEXEycCdwXOo2E7ghTS9M86Tld0TEFkcKZmZWnnr8TuGzwN9JWkZ2zqDnYidzgb1S+98B59ShNjOzplaTax9FxF3AXWl6OTC5Sp/fAsfXoh4zM6vOv2g2M7OcQ8HMzHIOBTMzyzkUzMws51AwM7OcQ8HMzHIOBTMzyzkUzMws51AwM7OcQ8HMzHIOBTMzyzkUzMws51AwM7OcQ8HMzHIOBTMzy5V5j+YdJd0v6eeSlkg6P7VfIelpSYvTY1Jql6RLJC2T9LCkQ8qqzczMqivzJjsbgakR8ZKk7YB7JP1XWvb3EXFdr/5HARPS453ApenZzMxqpMx7NEdEvJRmt0uP/u65PB24Mq13LzBK0piy6jMzsy2Vek5B0ghJi4E1wG0RcV9adEEaIrpY0g6prRVYUbF6V2ozM7MaKTUUImJzREwCxgKTJf0RcC5wIPAOYE/gs6m7qr1E7wZJsyV1SOro7u4uqXIzs+ZUk28fRcQ64C7gyIhYlYaINgKXA5NTty5gXMVqY4GVVV5rTkS0R0R7S0tLyZWbmTWXMr991CJpVJreCTgCeLznPIEkATOAR9MqC4FT0reQpgDrI2JVWfWZmdmWyvz20RhgnqQRZOEzPyJuknSHpBay4aLFwN+k/jcD04BlwMvAaSXWZmZmVZQWChHxMHBwlfapffQP4PSy6jEzs4H5F81mZpZzKJiZWc6hYGZmOYeCmZnlHApmZpZzKJiZWc6hYGZmOYeCmZnlHApmZpZzKJiZWc6hYGZmOYeCmZnlHApmZpZzKJiZWc6hYGZmOYeCmZnlyrwd546S7pf0c0lLJJ2f2sdLuk/SU5KulbR9at8hzS9Ly9vKqs3MzKor80hhIzA1It4GTAKOTPdevhC4OCImAGuBWan/LGBtRLwZuDj1MzOzGiotFCLzUprdLj0CmApcl9rnATPS9PQ0T1p+uCSVVZ+ZmW2p1HMKkkZIWgysAW4DfgGsi4hNqUsX0JqmW4EVAGn5emCvKq85W1KHpI7u7u4yyzczazqlhkJEbI6IScBYYDLwlmrd0nO1o4LYoiFiTkS0R0R7S0vL4BVrZma1+fZRRKwD7gKmAKMkjUyLxgIr03QXMA4gLd8deKEW9ZmZWabMbx+1SBqVpncCjgCWAncCx6VuM4Eb0vTCNE9afkdEbHGkYGZm5Rk5cJetNgaYJ2kEWfjMj4ibJD0GXCPpS8BDwNzUfy5wlaRlZEcIJ5ZYm5mZVVFaKETEw8DBVdqXk51f6N3+W+D4suoxM7OB+RfNZmaWcyiYmVnOoWBmZjmHgpmZ5RwKZmaWcyiYmVnOoWBmZjmHgpmZ5RwKZmaWcyiYmVnOoWBmZjmHgpmZ5QYMBUl71qIQMzOrvyJHCvdJ+r6kab5nsplZYysSChOBOcBHgWWS/kXSxHLLMjOzehgwFCJzW0ScBHyM7O5o90v6iaR3lV6hmZnVTJFzCntJOlNSB3A28Algb+As4Hv9rDdO0p2SlkpaIunM1P4FSb+UtDg9plWsc66kZZKekPT+bX53Zmb2uhS589rPgKuAGRHRVdHeIemb/ay3CTgrIh6UtBuwSNJtadnFEfGVys6SDiK7BedbgX2BH0uaGBGbi74ZMzPbNkVC4YCIiGoLIuLCvlaKiFXAqjS9QdJSoLWf7UwHromIjcDT6V7Nk8lCyczMaqDIieZbJY3qmZG0h6QfvZ6NSGoju1/zfanpDEkPS7pM0h6prRVYUbFaF1VCRNJsSR2SOrq7u19PGWZmNoAiodASEet6ZiJiLTC66AYk7Qr8APhURLwIXAr8ITCJ7Eji33q6Vll9iyOUiJgTEe0R0d7S0lK0DDMzK6BIKGyWtF/PjKQ3UeXDuhpJ25EFwncjYgFARKyOiM0R8SrwbbIhIsiODMZVrD4WWFlkO2ZmNjiKnFP4B+AeST9J8+8BZg+0Uvqh21xgaURcVNE+Jp1vAPgg8GiaXgh8T9JFZCeaJwD3F3oXZmY2KAYMhYi4RdIhwBSyIZ5PR8RzBV77ULIfvD0iaXFqOw84SdIksqONTuCv03aWSJoPPEb2zaXT/c0jM7PaKnKkALAD8ELqf5AkIuLu/laIiHuofp7g5n7WuQC4oGBNZmY2yAYMBUkXAicAS4BXU3MA/YaCmZkNP0WOFGaQ/VZhY9nFmJlZfRX59tFyYLuyCzEzs/orcqTwMrBY0u1AfrQQEZ8srSozM6uLIqGwMD3MzKzBFflK6jxJOwH7RcQTNajJzMzqpMils48BFgO3pPlJknzkYGbWgIqcaP4C2aUo1gFExGJgfIk1mZlZnRQJhU0Rsb5XW6FrH5mZ2fBS5ETzo5I+DIyQNAH4JPA/5ZZlZmb1UORI4RNkd0PbCFwNvAh8qsyizMysPop8++hlsiul/kP55ZiZWT0VufbRnVS/2c3UUioyM7O6KXJO4eyK6R2BvyC7tLWZmTWYIsNHi3o1/bTihjtmZtZAigwf7Vkx+wfA24E3llaRmZnVTZHho0Vk5xRENmz0NDBroJUkjQOuJAuQV4E5EfG1FDLXAm1kd177UESsTbfv/BowjewifKdGxIOv9w2ZmdnWKzJ8tLW/Xt4EnBURD0raDVgk6TbgVOD2iPiypHOAc4DPAkeR3Zd5AvBO4NL0bGZmNVJk+OjY/pZHxII+2lcBq9L0BklLgVZgOnBY6jYPuIssFKYDV0ZEAPdKGiVpTHodMzOrgSLDR7OAdwN3pPn3kn2QrycbVqoaCpUktQEHA/cB+/R80EfEKkmjU7dWYEXFal2p7TWhIGk2MBtgv/32K1C+mZkVVSQUAjio54Nc0hjgPyLitCIbkLQr8APgUxHxYnbqoHrXPrb92oaIOcAcgPb2dl+DycxsEBW5zEVbryGc1cDEIi8uaTuyQPhuxTDT6hQsPQGzJrV3AeMqVh8LrCyyHTMzGxxFQuEuST+SdKqkmcAPgTsHWil9m2gusDQiLqpYtBCYmaZnAjdUtJ+izBRgvc8nmJnVVpFvH50h6YPAe1LTnIi4vsBrHwp8FHhE0uLUdh7wZWC+pFnAs8DxadnNZF9HXUb2ldRCw1NmZjZ4ipxTAHgQ2BARP5a0s6TdImJDfytExD1UP08AcHiV/gGcXrAeMzMrQZHbcf4VcB3wrdTUCvxnmUWZmVl9FDmncDrZUNCLABHxFDC63zXMzGxYKhIKGyPilZ4ZSSPx7TjNzBpSkVD4iaTzgJ0k/V/g+8CN5ZZlZmb1UCQUzgG6gUeAvyb7ltDnyizKzMzqo99vH0kaAcyLiI8A365NSWZmVi/9HilExGagRdL2NarHzMzqqMjvFDrJ7ra2EPh1T2OvXymbmVkD6PNIQdJVafIE4KbUd7eKh5mZNZj+jhTeLulNZJei+Pca1WNmZnXUXyh8E7gFGA90VLSL7HcK+5dYl5mZ1UGfw0cRcUlEvAW4PCL2r3iMjwgHgplZAxrwdwoR8fFaFGJmZvVX5MdrZmbWJBwKZmaWcyiYmVmutFCQdJmkNZIerWj7gqRfSlqcHtMqlp0raZmkJyS9v6y6zMysb2UeKVwBHFml/eKImJQeNwNIOgg4EXhrWucb6bpLZmZWQ6WFQkTcDbxQsPt04JqI2BgRT5Pdp3lyWbWZmVl19TincIakh9Pw0h6prRVYUdGnK7VtQdJsSR2SOrq7u8uu1cysqRS5IN5guhT4Itkvor8I/Bvwl2S/ku6t6t3dImIOMAegvb3dd4AzaxDLl/+CQw45pt5lDBttbaNZsGDuoL9uTUMhIlb3TEv6NtmF9iA7MhhX0XUssLKGpZlZnb3yCrS2+qaORXV2lhOgNR0+kjSmYvaDQM83kxYCJ0raQdJ4YAJwfy1rMzOzEo8UJF0NHAbsLakL+DxwmKRJZENDnWS39yQilkiaDzwGbAJOTzf4MTOzGiotFCLipCrNfQ6ARcQFwAVl1WNmZgPzL5rNzCznUDAzs5xDwczMcg4FMzPLORTMzCznUDAzs5xDwczMcg4FMzPLORTMzCznUDAzs5xDwczMcg4FMzPLORTMzCznUDAzs5xDwczMcg4FMzPLlRYKki6TtEbSoxVte0q6TdJT6XmP1C5Jl0haJulhSYeUVZeZmfWtzCOFK4Aje7WdA9weEROA29M8wFFk92WeAMwGLi2xLjMz60NpoRARdwMv9GqeDsxL0/OAGRXtV0bmXmCUpDFl1WZmZtXV+pzCPhGxCiA9j07trcCKin5dqW0LkmZL6pDU0d3dXWqxZmbNZqicaFaVtqjWMSLmRER7RLS3tLSUXJaZWXOpdSis7hkWSs9rUnsXMK6i31hgZY1rMzNrerUOhYXAzDQ9E7ihov2U9C2kKcD6nmEmMzOrnZFlvbCkq4HDgL0ldQGfB74MzJc0C3gWOD51vxmYBiwDXgZOK6suMzPrW2mhEBEn9bHo8Cp9Azi9rFrMzKyYoXKi2czMhgCHgpmZ5RwKZmaWcyiYmVnOoWBmZjmHgpmZ5RwKZmaWcyiYmVnOoWBmZjmHgpmZ5RwKZmaWcyiYmVnOoWBmZjmHgpmZ5RwKZmaWcyiYmVmutJvs9EdSJ7AB2Axsioh2SXsC1wJtQCfwoYhYW4/6zMyaVT2PFN4bEZMioj3NnwPcHhETgNvTvJmZ1dBQGj6aDsxL0/OAGXWsxcysKdUrFAK4VdIiSbNT2z4RsQogPY+utqKk2ZI6JHV0d3fXqFwzs+ZQl3MKwKERsVLSaOA2SY8XXTEi5gBzANrb26OsAs3MmlFdjhQiYmV6XgNcD0wGVksaA5Ce19SjNjOzZlbzUJC0i6TdeqaB9wGPAguBmanbTOCGWtdmZtbs6jF8tA9wvaSe7X8vIm6R9AAwX9Is4Fng+DrUZmbW1GoeChGxHHhblfbngcNrXY+Zmf3eUPpKqpmZ1ZlDwczMcg4FMzPLORTMzCznUDAzs5xDwczMcg4FMzPLORTMzCznUDAzs1y9rpJad8ceO4vOTl9z7/VoaxvNggVz612GmZWoaUOhs3MNra031ruMYaWz85h6l2BmJfPwkZmZ5RwKZmaWcyiYmVmuac8p2Ou3fPkvOOQQn1coavnyZ2htrXcVZq+PQ8EKe+UVfHL+dXj88YPqXYLZ6zbkho8kHSnpCUnLJJ1T73rMzJrJkAoFSSOA/wCOAg4CTpLkP7fMzGpkSIUCMBlYFhHLI+IV4Bpgep1rMjNrGoqIeteQk3QccGREfCzNfxR4Z0ScUdFnNjA7zR4APLGVm9sbeG4byh2O/J6bg99zc9iW9/ymiGiptmConWhWlbbXpFZEzAHmbPOGpI6IaN/W1xlO/J6bg99zcyjrPQ+14aMuYFzF/FhgZZ1qMTNrOkMtFB4AJkgaL2l74ERgYZ1rMjNrGkNq+CgiNkk6A/gRMAK4LCKWlLS5bR6CGob8npuD33NzKOU9D6kTzWZmVl9DbfjIzMzqyKFgZma5pgyFZriUhqRxku6UtFTSEklnpvY9Jd0m6an0vEe9ax1MkkZIekjSTWl+vKT70vu9Nn2BoWFIGiXpOkmPp339ribYx59O/00/KulqSTs22n6WdJmkNZIerWirul+VuSR9nj0s6ZBt2XbThUITXUpjE3BWRLwFmAKcnt7nOcDtETEBuD3NN5IzgaUV8xcCF6f3uxaYVZeqyvM14JaIOBB4G9l7b9h9LKkV+CTQHhF/RPaFlBNpvP18BXBkr7a+9utRwIT0mA1cui0bbrpQoEkupRERqyLiwTS9gezDopXsvc5L3eYBM+pT4eCTNBb4APCdNC9gKnBd6tJo7/cNwHuAuQAR8UpErKOB93EyEthJ0khgZ2AVDbafI+Ju4IVezX3t1+nAlZG5FxglaczWbrsZQ6EVWFEx35XaGpakNuBg4D5gn4hYBVlwAKPrV9mg+yrwGeDVNL8XsC4iNqX5RtvX+wPdwOVpyOw7knahgfdxRPwS+ArwLFkYrAcW0dj7uUdf+3VQP9OaMRQGvJRGI5G0K/AD4FMR8WK96ymLpKOBNRGxqLK5StdG2tcjgUOASyPiYODXNNBQUTVpHH06MB7YF9iFbPikt0bazwMZ1P/OmzEUmuZSGpK2IwuE70bEgtS8uufQMj2vqVd9g+xQ4M8ldZINCU4lO3IYlYYZoPH2dRfQFRH3pfnryEKiUfcxwBHA0xHRHRG/AxYA76ax93OPvvbroH6mNWMoNMWlNNJ4+lxgaURcVLFoITAzTc8Ebqh1bWWIiHMjYmxEtJHt0zsi4mTgTuC41K1h3i9ARPwKWCHpgNR0OPAYDbqPk2eBKZJ2Tv+N97znht3PFfrarwuBU9K3kKYA63uGmbZGU/6iWdI0sr8iey6lcUGdSxp0kv4U+G/gEX4/xn4e2XmF+cB+ZP+DHR8RvU9oDWuSDgPOjoijJe1PduSwJ/AQ8JGI2FjP+gaTpElkJ9a3B5YDp5H9sdew+1jS+cAJZN+wewj4GNkYesPsZ0lXA4eRXR57NfB54D+psl9TOH6d7NtKLwOnRUTHVm+7GUPBzMyqa8bhIzMz64NDwczMcg4FMzPLORTMzCznUDAzs5xDwczMcg4Fsxqr+OWt2ZDjUDArQNIukn4o6efpOv4nSHqHpP9JbfdL2i1d2/9ySY+ki9S9N61/qqTvS7oRuDW1/b2kB9I18M+v6xs0S/wXi1kxRwIrI+IDAJJ2J/vl7AkR8UC6jPVvyO7nQET8saQDgVslTUyv8S7gT9KvUN9Hdv37yWQXNFso6T3pkslmdeMjBbNiHgGOkHShpD8ju9TAqoh4ACAiXkyXbv5T4KrU9jjwDNATCrdVXG7ifenxEPAgcCBZSJjVlY8UzAqIiCclvR2YBvwr2RBQtWvEVLuMcY9f9+r3rxHxrcGr0mzb+UjBrABJ+wIvR8T/J7vJyxRgX0nvSMt3SyeQ7wZOTm0TyY4onqjykj8C/jLd7wJJrZIa5mY4Nnz5SMGsmD8G/p+kV4HfAR8n+2v/3yXtRHY+4QjgG8A3JT1CdhXPUyNiY3Yhy9+LiFslvQX4WVr2EvARGuveBzYM+SqpZmaW8/CRmZnlHApmZpZzKJiZWc6hYGZmOYeCmZnlHApmZpZzKJiZWe5/Abo5Ix0bknuaAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(female['女跳远分数'], bins=4, normed=0, facecolor=\"blue\", edgecolor=\"black\", alpha=0.7)\n",
    "# 显示横轴标签\n",
    "plt.xlabel(\"score\")\n",
    "# 显示纵轴标签\n",
    "plt.ylabel(\"frequency\")\n",
    "# 显示图标题\n",
    "plt.title(\"female long jump\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "metadata": {},
   "outputs": [],
   "source": [
    "def male_map(x):\n",
    "    if x<=16.4:\n",
    "        return '低体重'\n",
    "    elif x<23.3:\n",
    "        return '正常体重'\n",
    "    elif x<26.4:\n",
    "        return '超重'\n",
    "    return '肥胖'\n",
    "\n",
    "def female_map(x):\n",
    "    if x<=16.4:\n",
    "        return '低体重'\n",
    "    elif x<22.8:\n",
    "        return '正常体重'\n",
    "    elif x<25.3:\n",
    "        return '超重'\n",
    "    return '肥胖'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 161,
   "metadata": {},
   "outputs": [],
   "source": [
    "#排除掉BMI为0的数据\n",
    "male['y']=male[male['BMI']!=0]['BMI'].apply(lambda x:male_map(x))\n",
    "female['y']=female[female['BMI']!=0]['BMI'].apply(lambda x:female_map(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 164,
   "metadata": {},
   "outputs": [],
   "source": [
    "female_pct=female.shape[0]/(female.shape[0]+male.shape[0]) #计算女生所占比例\n",
    "male_pct=1-female_pct"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 163,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "y\n",
       "低体重      13\n",
       "正常体重    357\n",
       "肥胖       38\n",
       "超重       58\n",
       "dtype: int64"
      ]
     },
     "execution_count": 163,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "male.groupby(by='y').size()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 158,
   "metadata": {},
   "outputs": [],
   "source": [
    "# np.append(male.groupby(by='y').size().values,female.groupby(by='y').size().values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 159,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.rcParams['font.sans-serif'] = ['KaiTi'] # 指定默认字体\n",
    "plt.rcParams['axes.unicode_minus'] = False # 解决保存图像是负号'-'显示为方块的问题\n",
    " "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 165,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\ASUS\\Anaconda3\\envs\\py36\\lib\\site-packages\\ipykernel_launcher.py:19: MatplotlibDeprecationWarning: Non-1D inputs to pie() are currently squeeze()d, but this behavior is deprecated since 3.1 and will be removed in 3.3; pass a 1D array instead.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x24938c50>"
      ]
     },
     "execution_count": 165,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig=plt.figure(figsize=(5,5),dpi=100) #数据集，p1, p2分别对应外部、内部数据\n",
    "p1=[male_pct,female_pct] #传入男生女生所占比例\n",
    "p2=[np.append(male.groupby(by='y').size().values,female.groupby(by='y').size().values)] #传入男女生各个身材数据\n",
    "labels = ['male','femal']\n",
    "def func(pct):\n",
    "    return r'%0.1f'%(pct) + '%'\n",
    "plt.pie(p1,\n",
    " autopct=lambda pct: func(pct),\n",
    " radius=1, # 半径\n",
    " pctdistance=0.85, # 百分比位置\n",
    " wedgeprops=dict(linewidth=3,width=0.4,edgecolor='w'), \n",
    " labels=labels)\n",
    "# 绘制内部饼图\n",
    "plt.pie(p2,\n",
    " labels=['低体重', '正常体重', '肥胖', '超重','低体重', '正常体重', '肥胖', '超重'],\n",
    " autopct='%0.1f%%',\n",
    " radius=0.7,\n",
    " pctdistance=0.7,\n",
    " wedgeprops=dict(linewidth=3,width=0.7,edgecolor='w'))\n",
    "# 设置图例标题、位置，frameon控制是否显示图例边框，bbox_to_anchor控制图例显示在饼图的外⾯\n",
    "plt.legend(labels,loc = 'upper right',bbox_to_anchor = (0.75,0,0.4,1),title =\n",
    "'身材占比')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    " "
   ]
  }
 ],
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